I’m sorry if I was unclear. I am indeed running it on windows on a local notebook. Getting everything working was a breeze on arch linux following the basic steps (also showing much better training times, can’t remember what exactly).
I do understand that trying this on windows is probably not the best way forward (specially while I’m already running linux as well), but it may have some benefits for some. For me the sole reason was the laptop crashing while using the GPU without power connection. The fact that on ubuntu ON windows the GPU isn’t used explains why that was solved, but beats the purpose 
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Related to gpusupport for windows subsystem for linux. No development planned at the moment, but a much requested feature